Pandas Profiling Report

Dataset statistics

Number of variables	13
Number of observations	46925
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.7 MiB
Average record size in memory	83.0 B

Variable types

Categorical	3
Numeric	10

Alerts

`emg_10` is highly overall correlated with `emg_6` and 2 other fields	High correlation
`emg_2` is highly overall correlated with `emg_3` and 3 other fields	High correlation
`emg_3` is highly overall correlated with `emg_2` and 2 other fields	High correlation
`emg_4` is highly overall correlated with `emg_2` and 3 other fields	High correlation
`emg_5` is highly overall correlated with `emg_4` and 2 other fields	High correlation
`emg_6` is highly overall correlated with `emg_10` and 3 other fields	High correlation
`emg_7` is highly overall correlated with `emg_10` and 2 other fields	High correlation
`emg_8` is highly overall correlated with `emg_10` and 5 other fields	High correlation
`emg_9` is highly overall correlated with `emg_2` and 3 other fields	High correlation
`s` is uniformly distributed	Uniform
`emg_1` has unique values	Unique
`emg_3` has unique values	Unique
`emg_4` has unique values	Unique
`emg_5` has unique values	Unique
`emg_7` has unique values	Unique
`emg_8` has unique values	Unique
`emg_9` has unique values	Unique
`emg_10` has unique values	Unique

Reproduction

Analysis started	2024-11-05 02:05:13.558275
Analysis finished	2024-11-05 02:05:34.143078
Duration	20.58 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

s
Categorical

Uniform

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	46.3 KiB

6	4712
1	4705
8	4705
9	4697
5	4692
Other values (5)	23414

Length

Max length	2
Median length	1
Mean length	1.0999254
Min length	1

Characters and Unicode

Total characters	51614
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
6	4712	10.0%
1	4705	10.0%
8	4705	10.0%
9	4697	10.0%
5	4692	10.0%
7	4689	10.0%
10	4689	10.0%
4	4687	10.0%
3	4684	10.0%
2	4665	9.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
6	4712	10.0%
1	4705	10.0%
8	4705	10.0%
9	4697	10.0%
5	4692	10.0%
7	4689	10.0%
10	4689	10.0%
4	4687	10.0%
3	4684	10.0%
2	4665	9.9%

Most occurring characters

Value	Count	Frequency (%)
1	9394	18.2%
6	4712	9.1%
8	4705	9.1%
9	4697	9.1%
5	4692	9.1%
7	4689	9.1%
0	4689	9.1%
4	4687	9.1%
3	4684	9.1%
2	4665	9.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51614	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	9394	18.2%
6	4712	9.1%
8	4705	9.1%
9	4697	9.1%
5	4692	9.1%
7	4689	9.1%
0	4689	9.1%
4	4687	9.1%
3	4684	9.1%
2	4665	9.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51614	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	9394	18.2%
6	4712	9.1%
8	4705	9.1%
9	4697	9.1%
5	4692	9.1%
7	4689	9.1%
0	4689	9.1%
4	4687	9.1%
3	4684	9.1%
2	4665	9.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51614	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	9394	18.2%
6	4712	9.1%
8	4705	9.1%
9	4697	9.1%
5	4692	9.1%
7	4689	9.1%
0	4689	9.1%
4	4687	9.1%
3	4684	9.1%
2	4665	9.0%

emg_1
Real number (ℝ)

Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.071379769

Minimum	0.00038506379
Maximum	3.0292888
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00038506379
5-th percentile	0.0024566142
Q1	0.0029413393
median	0.0054241294
Q3	0.021904421
95-th percentile	0.43475952
Maximum	3.0292888
Range	3.0289037
Interquartile range (IQR)	0.018963081

Descriptive statistics

Standard deviation	0.2151937
Coefficient of variation (CV)	3.0147716
Kurtosis	29.573764
Mean	0.071379769
Median Absolute Deviation (MAD)	0.0029113336
Skewness	4.9409719
Sum	3349.4957
Variance	0.046308327
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05251036743	1	< 0.1%
0.003700673802	1	< 0.1%
0.002926303826	1	< 0.1%
0.003601476763	1	< 0.1%
0.004414904142	1	< 0.1%
0.004600829323	1	< 0.1%
0.004066635332	1	< 0.1%
0.003691095875	1	< 0.1%
0.003995619509	1	< 0.1%
0.003952054082	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0003850637884	1	< 0.1%
0.0004163248092	1	< 0.1%
0.0004462171093	1	< 0.1%
0.0004833341768	1	< 0.1%
0.0004962270972	1	< 0.1%
0.0005150261395	1	< 0.1%
0.0005260852844	1	< 0.1%
0.0005278045006	1	< 0.1%
0.0005574768896	1	< 0.1%
0.0005715279567	1	< 0.1%

Value	Count	Frequency (%)
3.029288785	1	< 0.1%
2.913799604	1	< 0.1%
2.827160218	1	< 0.1%
2.771108093	1	< 0.1%
2.722615609	1	< 0.1%
2.678131312	1	< 0.1%
2.612801235	1	< 0.1%
2.572053211	1	< 0.1%
2.468325123	1	< 0.1%
2.442389494	1	< 0.1%

emg_2
Real number (ℝ)

High correlation

Distinct	46916
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12508645

Minimum	0.00030630421
Maximum	2.9532567
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00030630421
5-th percentile	0.0022256962
Q1	0.0024064784
median	0.010433639
Q3	0.16938438
95-th percentile	0.60461042
Maximum	2.9532567
Range	2.9529504
Interquartile range (IQR)	0.1669779

Descriptive statistics

Standard deviation	0.22008552
Coefficient of variation (CV)	1.7594672
Kurtosis	13.448395
Mean	0.12508645
Median Absolute Deviation (MAD)	0.0084363401
Skewness	2.9685103
Sum	5869.6818
Variance	0.048437634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0024	4	< 0.1%
0.0024	3	< 0.1%
0.0024	3	< 0.1%
0.0024	2	< 0.1%
0.0024	2	< 0.1%
0.002381081567	1	< 0.1%
0.002227728567	1	< 0.1%
0.002029951218	1	< 0.1%
0.00238378309	1	< 0.1%
0.004703922988	1	< 0.1%
Other values (46906)	46906	> 99.9%

Value	Count	Frequency (%)
0.0003063042088	1	< 0.1%
0.0003299535558	1	< 0.1%
0.0003307753921	1	< 0.1%
0.0003432827894	1	< 0.1%
0.0003457598028	1	< 0.1%
0.0003463837726	1	< 0.1%
0.0003509374159	1	< 0.1%
0.0003565212731	1	< 0.1%
0.0003594827412	1	< 0.1%
0.0003601352411	1	< 0.1%

Value	Count	Frequency (%)
2.9532567	1	< 0.1%
2.874799637	1	< 0.1%
2.789485422	1	< 0.1%
2.638284082	1	< 0.1%
2.581502894	1	< 0.1%
2.544331203	1	< 0.1%
2.459190393	1	< 0.1%
2.437164316	1	< 0.1%
2.402320514	1	< 0.1%
2.353486274	1	< 0.1%

emg_3
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.095337602

Minimum	0.00021678646
Maximum	4.4571686
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00021678646
5-th percentile	0.0023267481
Q1	0.0025419148
median	0.0044781992
Q3	0.079823641
95-th percentile	0.44389238
Maximum	4.4571686
Range	4.4569518
Interquartile range (IQR)	0.077281726

Descriptive statistics

Standard deviation	0.25453996
Coefficient of variation (CV)	2.66988
Kurtosis	71.081106
Mean	0.095337602
Median Absolute Deviation (MAD)	0.0024195866
Skewness	6.9636847
Sum	4473.717
Variance	0.06479059
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002444820033	1	< 0.1%
0.002395555096	1	< 0.1%
0.006846545444	1	< 0.1%
0.01399398041	1	< 0.1%
0.01990067813	1	< 0.1%
0.02188759893	1	< 0.1%
0.02761104497	1	< 0.1%
0.04068392452	1	< 0.1%
0.0520400907	1	< 0.1%
0.04880090048	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0002167864576	1	< 0.1%
0.0003364851686	1	< 0.1%
0.0003417696913	1	< 0.1%
0.0003423768781	1	< 0.1%
0.0003494595793	1	< 0.1%
0.000356692511	1	< 0.1%
0.0003631127865	1	< 0.1%
0.0003675284986	1	< 0.1%
0.000367983935	1	< 0.1%
0.0003740912612	1	< 0.1%

Value	Count	Frequency (%)
4.457168568	1	< 0.1%
4.375157191	1	< 0.1%
4.313034758	1	< 0.1%
4.280158854	1	< 0.1%
4.234338036	1	< 0.1%
4.183457188	1	< 0.1%
4.169742904	1	< 0.1%
4.162974573	1	< 0.1%
4.144272596	1	< 0.1%
4.072874395	1	< 0.1%

emg_4
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.047645268

Minimum	0.00031564749
Maximum	4.6427728
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00031564749
5-th percentile	0.0022178614
Q1	0.002407031
median	0.0024688437
Q3	0.014651765
95-th percentile	0.25646153
Maximum	4.6427728
Range	4.6424571
Interquartile range (IQR)	0.012244734

Descriptive statistics

Standard deviation	0.15963546
Coefficient of variation (CV)	3.3504997
Kurtosis	133.48371
Mean	0.047645268
Median Absolute Deviation (MAD)	7.4799788 × 10^-5
Skewness	9.0632849
Sum	2235.7542
Variance	0.025483479
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002417462869	1	< 0.1%
0.002438582884	1	< 0.1%
0.002397009878	1	< 0.1%
0.002396129616	1	< 0.1%
0.002401128524	1	< 0.1%
0.00241790513	1	< 0.1%
0.002444635836	1	< 0.1%
0.00245330779	1	< 0.1%
0.002450092853	1	< 0.1%
0.00244840034	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.000315647495	1	< 0.1%
0.0003227855909	1	< 0.1%
0.0003375141453	1	< 0.1%
0.0003513336226	1	< 0.1%
0.0003539824045	1	< 0.1%
0.0003593955429	1	< 0.1%
0.0003603181891	1	< 0.1%
0.0003639443158	1	< 0.1%
0.0003653602805	1	< 0.1%
0.0003696037571	1	< 0.1%

Value	Count	Frequency (%)
4.642772765	1	< 0.1%
4.34268385	1	< 0.1%
4.231194524	1	< 0.1%
3.368064167	1	< 0.1%
3.331795166	1	< 0.1%
3.2996256	1	< 0.1%
3.277047436	1	< 0.1%
3.272277985	1	< 0.1%
3.251347941	1	< 0.1%
3.19789678	1	< 0.1%

emg_5
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.01321152

Minimum	0.00035494425
Maximum	0.85219955
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00035494425
5-th percentile	0.0023621446
Q1	0.0024921782
median	0.0025811897
Q3	0.0040822108
95-th percentile	0.070134731
Maximum	0.85219955
Range	0.8518446
Interquartile range (IQR)	0.0015900326

Descriptive statistics

Standard deviation	0.034173429
Coefficient of variation (CV)	2.5866386
Kurtosis	57.162325
Mean	0.01321152
Median Absolute Deviation (MAD)	0.00012386568
Skewness	6.0125433
Sum	619.95059
Variance	0.0011678232
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002400290228	1	< 0.1%
0.002443867207	1	< 0.1%
0.003389939084	1	< 0.1%
0.003859105741	1	< 0.1%
0.003608550737	1	< 0.1%
0.003143619135	1	< 0.1%
0.002987143482	1	< 0.1%
0.002993098095	1	< 0.1%
0.002879315026	1	< 0.1%
0.002778109235	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0003549442487	1	< 0.1%
0.0003612062971	1	< 0.1%
0.000362371442	1	< 0.1%
0.0003840384094	1	< 0.1%
0.0003861056575	1	< 0.1%
0.0003917252546	1	< 0.1%
0.0003927521651	1	< 0.1%
0.0003960075334	1	< 0.1%
0.0003978460787	1	< 0.1%
0.000409426709	1	< 0.1%

Value	Count	Frequency (%)
0.8521995463	1	< 0.1%
0.7921556163	1	< 0.1%
0.7545193097	1	< 0.1%
0.5847882324	1	< 0.1%
0.5512956231	1	< 0.1%
0.5183322676	1	< 0.1%
0.5064197363	1	< 0.1%
0.4947957383	1	< 0.1%
0.4814140426	1	< 0.1%
0.4757513054	1	< 0.1%

emg_6
Real number (ℝ)

High correlation

Distinct	46886
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.041202972

Minimum	0.00035044741
Maximum	1.8909136
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00035044741
5-th percentile	0.0023426615
Q1	0.0024026246
median	0.0035379275
Q3	0.029006824
95-th percentile	0.21122016
Maximum	1.8909136
Range	1.8905631
Interquartile range (IQR)	0.0266042

Descriptive statistics

Standard deviation	0.10713771
Coefficient of variation (CV)	2.6002423
Kurtosis	59.035385
Mean	0.041202972
Median Absolute Deviation (MAD)	0.0012478001
Skewness	6.2191329
Sum	1933.4495
Variance	0.011478489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0024	30	0.1%
0.0024	5	< 0.1%
0.0024	2	< 0.1%
0.0024	2	< 0.1%
0.0024	2	< 0.1%
0.0024	2	< 0.1%
0.0024	2	< 0.1%
0.0024	2	< 0.1%
0.6853587907	1	< 0.1%
0.006911872162	1	< 0.1%
Other values (46876)	46876	99.9%

Value	Count	Frequency (%)
0.0003504474071	1	< 0.1%
0.0003508484715	1	< 0.1%
0.0003601166536	1	< 0.1%
0.0003889278374	1	< 0.1%
0.000390479938	1	< 0.1%
0.000396571117	1	< 0.1%
0.0004003505141	1	< 0.1%
0.0004100887889	1	< 0.1%
0.0004404039399	1	< 0.1%
0.0004438629953	1	< 0.1%

Value	Count	Frequency (%)
1.890913565	1	< 0.1%
1.858276934	1	< 0.1%
1.855175658	1	< 0.1%
1.813730121	1	< 0.1%
1.792519883	1	< 0.1%
1.737719746	1	< 0.1%
1.734108102	1	< 0.1%
1.718346548	1	< 0.1%
1.706997513	1	< 0.1%
1.674128539	1	< 0.1%

emg_7
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.26883052

Minimum	0.00032793876
Maximum	4.7686651
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00032793876
5-th percentile	0.0024011284
Q1	0.017919156
median	0.13704517
Q3	0.3434689
95-th percentile	0.91123254
Maximum	4.7686651
Range	4.7683371
Interquartile range (IQR)	0.32554974

Descriptive statistics

Standard deviation	0.44300351
Coefficient of variation (CV)	1.6478914
Kurtosis	33.763237
Mean	0.26883052
Median Absolute Deviation (MAD)	0.13264742
Skewness	4.8349465
Sum	12614.872
Variance	0.19625211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0023999824	1	< 0.1%
0.307265991	1	< 0.1%
0.3117740796	1	< 0.1%
0.3151475797	1	< 0.1%
0.3284186303	1	< 0.1%
0.3436613921	1	< 0.1%
0.3509430367	1	< 0.1%
0.3516200813	1	< 0.1%
0.3533628825	1	< 0.1%
0.3671999245	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0003279387643	1	< 0.1%
0.0003352402758	1	< 0.1%
0.0003729703225	1	< 0.1%
0.0003927937518	1	< 0.1%
0.0003990595556	1	< 0.1%
0.0003995174261	1	< 0.1%
0.0004029540114	1	< 0.1%
0.0004069849612	1	< 0.1%
0.0004133079214	1	< 0.1%
0.0004186224542	1	< 0.1%

Value	Count	Frequency (%)
4.768665067	1	< 0.1%
4.763085993	1	< 0.1%
4.761005599	1	< 0.1%
4.750531399	1	< 0.1%
4.747814285	1	< 0.1%
4.743846871	1	< 0.1%
4.743039627	1	< 0.1%
4.740039234	1	< 0.1%
4.739789639	1	< 0.1%
4.736503785	1	< 0.1%

emg_8
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2263592

Minimum	0.00032605532
Maximum	4.3554817
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00032605532
5-th percentile	0.0045178598
Q1	0.049770877
median	0.11734335
Q3	0.28380152
95-th percentile	0.78606217
Maximum	4.3554817
Range	4.3551556
Interquartile range (IQR)	0.23403064

Descriptive statistics

Standard deviation	0.31949561
Coefficient of variation (CV)	1.411454
Kurtosis	27.063648
Mean	0.2263592
Median Absolute Deviation (MAD)	0.087686674
Skewness	4.0767835
Sum	10621.906
Variance	0.10207744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.04121818382	1	< 0.1%
0.1454684343	1	< 0.1%
0.1994993047	1	< 0.1%
0.2280789946	1	< 0.1%
0.2690505248	1	< 0.1%
0.3029723988	1	< 0.1%
0.3221295556	1	< 0.1%
0.3086824142	1	< 0.1%
0.2834929364	1	< 0.1%
0.2706527339	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0003260553198	1	< 0.1%
0.0003675279028	1	< 0.1%
0.0004302160982	1	< 0.1%
0.0004876391842	1	< 0.1%
0.0004944153201	1	< 0.1%
0.0004975328688	1	< 0.1%
0.000510337438	1	< 0.1%
0.0005327721864	1	< 0.1%
0.0005482346606	1	< 0.1%
0.0005542727006	1	< 0.1%

Value	Count	Frequency (%)
4.355481693	1	< 0.1%
4.301523004	1	< 0.1%
4.269156561	1	< 0.1%
4.256309494	1	< 0.1%
4.186045114	1	< 0.1%
4.164058893	1	< 0.1%
4.152429394	1	< 0.1%
4.149732519	1	< 0.1%
4.136880107	1	< 0.1%
4.127196136	1	< 0.1%

emg_9
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13589195

Minimum	0.00019504363
Maximum	4.0155122
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00019504363
5-th percentile	0.0021325346
Q1	0.0024241277
median	0.011073421
Q3	0.13196848
95-th percentile	0.68063629
Maximum	4.0155122
Range	4.0153172
Interquartile range (IQR)	0.12954436

Descriptive statistics

Standard deviation	0.29741334
Coefficient of variation (CV)	2.1886016
Kurtosis	31.114163
Mean	0.13589195
Median Absolute Deviation (MAD)	0.0090466542
Skewness	4.5873294
Sum	6376.7299
Variance	0.088454696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.002400000049	1	< 0.1%
0.002416066193	1	< 0.1%
0.00439471769	1	< 0.1%
0.0080277057	1	< 0.1%
0.01118096977	1	< 0.1%
0.01409725621	1	< 0.1%
0.02138556363	1	< 0.1%
0.0322592841	1	< 0.1%
0.04283572056	1	< 0.1%
0.04688438659	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0001950436326	1	< 0.1%
0.0003037295957	1	< 0.1%
0.0003149290011	1	< 0.1%
0.0003175877239	1	< 0.1%
0.0003245198854	1	< 0.1%
0.0003400362162	1	< 0.1%
0.0003403504315	1	< 0.1%
0.0003465083503	1	< 0.1%
0.0003480849939	1	< 0.1%
0.0003529801315	1	< 0.1%

Value	Count	Frequency (%)
4.015512249	1	< 0.1%
3.945802939	1	< 0.1%
3.8889382	1	< 0.1%
3.885325022	1	< 0.1%
3.771274674	1	< 0.1%
3.765199932	1	< 0.1%
3.748909936	1	< 0.1%
3.711897442	1	< 0.1%
3.583225472	1	< 0.1%
3.559572585	1	< 0.1%

emg_10
Real number (ℝ)

High correlation Unique

Distinct	46925
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.18947568

Minimum	0.00029587002
Maximum	2.8972566
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	366.7 KiB

Quantile statistics

Minimum	0.00029587002
5-th percentile	0.0023910523
Q1	0.0046721901
median	0.062891293
Q3	0.25306725
95-th percentile	0.77341557
Maximum	2.8972566
Range	2.8969607
Interquartile range (IQR)	0.24839506

Descriptive statistics

Standard deviation	0.29636904
Coefficient of variation (CV)	1.5641535
Kurtosis	12.079607
Mean	0.18947568
Median Absolute Deviation (MAD)	0.060488652
Skewness	2.9494322
Sum	8891.1462
Variance	0.087834608
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.01952624971	1	< 0.1%
0.2358085809	1	< 0.1%
0.2258036967	1	< 0.1%
0.2320175954	1	< 0.1%
0.2381800338	1	< 0.1%
0.2406449114	1	< 0.1%
0.2401343011	1	< 0.1%
0.2406128274	1	< 0.1%
0.2429386279	1	< 0.1%
0.2462637543	1	< 0.1%
Other values (46915)	46915	> 99.9%

Value	Count	Frequency (%)
0.0002958700156	1	< 0.1%
0.0003116952215	1	< 0.1%
0.0003373622748	1	< 0.1%
0.0003389382712	1	< 0.1%
0.0003417921287	1	< 0.1%
0.0003417966178	1	< 0.1%
0.0003583620045	1	< 0.1%
0.0003593794004	1	< 0.1%
0.0003595860124	1	< 0.1%
0.000362045679	1	< 0.1%

Value	Count	Frequency (%)
2.89725661	1	< 0.1%
2.797050905	1	< 0.1%
2.790236171	1	< 0.1%
2.779434956	1	< 0.1%
2.756451717	1	< 0.1%
2.705184556	1	< 0.1%
2.695463065	1	< 0.1%
2.676278486	1	< 0.1%
2.668264539	1	< 0.1%
2.656468649	1	< 0.1%

rep
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	46.3 KiB

0	26853
1	2128
2	2084
3	2051
5	2043
Other values (6)	11766

Length

Max length	2
Median length	1
Mean length	1.0411295
Min length	1

Characters and Unicode

Total characters	48855
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	26853	57.2%
1	2128	4.5%
2	2084	4.4%
3	2051	4.4%
5	2043	4.4%
6	1983	4.2%
4	1980	4.2%
8	1979	4.2%
9	1958	4.2%
7	1936	4.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	26853	57.2%
1	2128	4.5%
2	2084	4.4%
3	2051	4.4%
5	2043	4.4%
6	1983	4.2%
4	1980	4.2%
8	1979	4.2%
9	1958	4.2%
7	1936	4.1%

Most occurring characters

Value	Count	Frequency (%)
0	28783	58.9%
1	4058	8.3%
2	2084	4.3%
3	2051	4.2%
5	2043	4.2%
6	1983	4.1%
4	1980	4.1%
8	1979	4.1%
9	1958	4.0%
7	1936	4.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	48855	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	28783	58.9%
1	4058	8.3%
2	2084	4.3%
3	2051	4.2%
5	2043	4.2%
6	1983	4.1%
4	1980	4.1%
8	1979	4.1%
9	1958	4.0%
7	1936	4.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	48855	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	28783	58.9%
1	4058	8.3%
2	2084	4.3%
3	2051	4.2%
5	2043	4.2%
6	1983	4.1%
4	1980	4.1%
8	1979	4.1%
9	1958	4.0%
7	1936	4.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	48855	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	28783	58.9%
1	4058	8.3%
2	2084	4.3%
3	2051	4.2%
5	2043	4.2%
6	1983	4.1%
4	1980	4.1%
8	1979	4.1%
9	1958	4.0%
7	1936	4.0%

label
Categorical

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	46.6 KiB

0	26853
3	1876
8	1776
1	1747
5	1703
Other values (8)	12970

Length

Max length	2
Median length	1
Mean length	1.1047629
Min length	1

Characters and Unicode

Total characters	51841
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	26853	57.2%
3	1876	4.0%
8	1776	3.8%
1	1747	3.7%
5	1703	3.6%
7	1697	3.6%
12	1686	3.6%
10	1684	3.6%
6	1652	3.5%
2	1629	3.5%
Other values (3)	4622	9.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	26853	57.2%
3	1876	4.0%
8	1776	3.8%
1	1747	3.7%
5	1703	3.6%
7	1697	3.6%
12	1686	3.6%
10	1684	3.6%
6	1652	3.5%
2	1629	3.5%
Other values (3)	4622	9.8%

Most occurring characters

Value	Count	Frequency (%)
0	28537	55.0%
1	8209	15.8%
2	3315	6.4%
3	1876	3.6%
8	1776	3.4%
5	1703	3.3%
7	1697	3.3%
6	1652	3.2%
4	1556	3.0%
9	1520	2.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	51841	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	28537	55.0%
1	8209	15.8%
2	3315	6.4%
3	1876	3.6%
8	1776	3.4%
5	1703	3.3%
7	1697	3.3%
6	1652	3.2%
4	1556	3.0%
9	1520	2.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	51841	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	28537	55.0%
1	8209	15.8%
2	3315	6.4%
3	1876	3.6%
8	1776	3.4%
5	1703	3.3%
7	1697	3.3%
6	1652	3.2%
4	1556	3.0%
9	1520	2.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	51841	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	28537	55.0%
1	8209	15.8%
2	3315	6.4%
3	1876	3.6%
8	1776	3.4%
5	1703	3.3%
7	1697	3.3%
6	1652	3.2%
4	1556	3.0%
9	1520	2.9%

	emg_1	emg_10	emg_2	emg_3	emg_4	emg_5	emg_6	emg_7	emg_8	emg_9	label	rep	s
emg_1	1.000	-0.147	0.159	0.216	0.130	-0.010	-0.084	-0.133	-0.072	0.176	0.122	0.088	0.173
emg_10	-0.147	1.000	0.411	0.332	0.393	0.480	0.635	0.618	0.698	0.465	0.178	0.121	0.171
emg_2	0.159	0.411	1.000	0.731	0.568	0.472	0.330	0.246	0.509	0.679	0.156	0.119	0.132
emg_3	0.216	0.332	0.731	1.000	0.682	0.461	0.259	0.215	0.477	0.742	0.155	0.092	0.088
emg_4	0.130	0.393	0.568	0.682	1.000	0.536	0.325	0.230	0.489	0.641	0.124	0.063	0.087
emg_5	-0.010	0.480	0.472	0.461	0.536	1.000	0.584	0.433	0.519	0.492	0.125	0.083	0.082
emg_6	-0.084	0.635	0.330	0.259	0.325	0.584	1.000	0.773	0.558	0.365	0.125	0.068	0.146
emg_7	-0.133	0.618	0.246	0.215	0.230	0.433	0.773	1.000	0.625	0.310	0.197	0.120	0.139
emg_8	-0.072	0.698	0.509	0.477	0.489	0.519	0.558	0.625	1.000	0.536	0.168	0.129	0.117
emg_9	0.176	0.465	0.679	0.742	0.641	0.492	0.365	0.310	0.536	1.000	0.163	0.113	0.108
label	0.122	0.178	0.156	0.155	0.124	0.125	0.125	0.197	0.168	0.163	1.000	0.317	0.046
rep	0.088	0.121	0.119	0.092	0.063	0.083	0.068	0.120	0.129	0.113	0.317	1.000	0.036
s	0.173	0.171	0.132	0.088	0.087	0.082	0.146	0.139	0.117	0.108	0.046	0.036	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	s	emg_1	emg_2	emg_3	emg_4	emg_5	emg_6	emg_7	emg_8	emg_9	emg_10
0	1	0.052510	0.002414	0.002445	0.002417	0.002400	0.006204	0.002400	0.041218	0.0024	0.019526
1	1	0.038543	0.002440	0.002513	0.002443	0.002426	0.002803	0.002400	0.029789	0.0024	0.005035
2	1	0.035662	0.002448	0.002564	0.002446	0.002478	0.001975	0.002400	0.025287	0.0024	0.000813
3	1	0.037038	0.002425	0.002542	0.002420	0.002526	0.002129	0.002400	0.026216	0.0024	0.001485
4	1	0.035718	0.002404	0.002478	0.002401	0.002542	0.002346	0.002400	0.026433	0.0024	0.002234
5	1	0.033214	0.002396	0.002446	0.002396	0.002546	0.002465	0.002400	0.025241	0.0024	0.002482
6	1	0.032832	0.002399	0.002466	0.002404	0.002579	0.002510	0.002396	0.022899	0.0024	0.002460
7	1	0.032452	0.002413	0.002479	0.002426	0.002620	0.002479	0.002391	0.021609	0.0024	0.002398
8	1	0.030186	0.002439	0.002454	0.002449	0.002630	0.002431	0.002395	0.023247	0.0024	0.002406
9	1	0.027292	0.002449	0.002436	0.002439	0.002622	0.002424	0.002439	0.025825	0.0024	0.002572

	s	emg_1	emg_2	emg_3	emg_4	emg_5	emg_6	emg_7	emg_8	emg_9	emg_10
46915	10	0.002868	0.019911	0.005626	0.002392	0.002540	0.003079	0.041291	0.275750	0.149458	0.012984
46916	10	0.002838	0.018944	0.005083	0.002397	0.002624	0.003245	0.035924	0.244802	0.129549	0.015691
46917	10	0.002703	0.016645	0.004283	0.002400	0.002643	0.003159	0.033043	0.206089	0.119540	0.017714
46918	10	0.002594	0.011768	0.003260	0.002400	0.002558	0.002996	0.027309	0.153168	0.120106	0.017218
46919	10	0.002523	0.008233	0.002779	0.002400	0.002459	0.002952	0.022043	0.120844	0.122529	0.015503
46920	10	0.002491	0.007423	0.002841	0.002400	0.002403	0.002842	0.020648	0.122485	0.123548	0.015609
46921	10	0.002350	0.007746	0.003034	0.002401	0.002401	0.002385	0.017323	0.125097	0.125655	0.016718
46922	10	0.002015	0.008909	0.003126	0.002401	0.002446	0.001505	0.011383	0.110075	0.124653	0.016634
46923	10	0.001904	0.012611	0.003239	0.002396	0.002521	0.001059	0.011510	0.096998	0.123207	0.014888
46924	10	0.003707	0.015725	0.003273	0.002382	0.002606	0.005775	0.029888	0.091836	0.120413	0.012827

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample